{"id":"W4392952200","doi":"10.3390/genes15030377","title":"Genome and Epigenome Disorders and Male Infertility: Feedback from 15 Years of Clinical and Research Experience","year":2024,"lang":"en","type":"article","venue":"Genes","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Fertility Centre","funders":"","keywords":"Epigenome; Infertility; Epigenetics; Reproductive medicine; Male infertility; Fertility; Biology; Bioinformatics; Physiology; Genetics; Medicine; Pregnancy; Population; DNA methylation; Environmental health; Gene","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007901731,0.00006371388,0.0002308305,0.00005102136,0.00004127382,0.00001202841,0.00003929471,0.0001016877,0.0001017142],"category_scores_gemma":[0.0003101277,0.00005356501,0.00002560282,0.00009541633,0.001272152,0.0000497671,0.0001294352,0.0001727261,0.000006972379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004642945,"about_ca_system_score_gemma":0.0000455436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001624511,"about_ca_topic_score_gemma":0.00002726709,"domain_scores_codex":[0.998952,0.0001240302,0.0002240328,0.0004616852,0.00009896635,0.0001392754],"domain_scores_gemma":[0.999361,0.000239826,0.0000156187,0.0002443915,0.00004582174,0.00009327696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005218512,0.00003707045,0.9041239,0.00007963943,0.00004321768,0.0000092845,0.001698662,3.683481e-8,0.01937188,0.00001993254,0.00001150425,0.07408304],"study_design_scores_gemma":[0.0002264837,0.0001763902,0.9881678,0.00001961238,0.00001560861,0.000006451669,0.0004708357,0.00001324102,0.0004892077,0.001413978,0.008952864,0.00004751987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.943575,0.05539921,0.00001251398,0.0004508542,0.0001011682,0.0001856711,0.00001624491,0.00001253761,0.0002468551],"genre_scores_gemma":[0.9935099,0.005798145,0.0002002055,0.0000227874,0.000120458,0.000009633333,0.000006107678,0.000006061307,0.0003267154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08404392,"threshold_uncertainty_score":0.4687296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1061545460105416,"score_gpt":0.4187793243788749,"score_spread":0.3126247783683333,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}